{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# numpy数组创建习题"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 1. 按要求补全代码，创建一个全0一个全1的数组](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#9uKxU7GBRL7PWSt6QiQxBp) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "x0 shape:(2, 5)\n",
      "x0 content:\n",
      "[[1 1 1 1 1]\n",
      " [1 1 1 1 1]]\n",
      "x1 shape:(5, 2)\n",
      "x1 content:\n",
      "[[0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]\n",
      " [0 0]]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x0 = np.ones((2,5),dtype=int)\n",
    "\n",
    "x1 = np.zeros((5,2),dtype=int)\n",
    "\n",
    "strs = f'''\n",
    "x0 shape:{x0.shape}\n",
    "x0 content:\n",
    "{x0}\n",
    "x1 shape:{x1.shape}\n",
    "x1 content:\n",
    "{x1}\n",
    "'''\n",
    "print(strs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 2. 构建对角线矩阵并绘制出其对应的图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#3oRvXdVsrXPkTGvRAiYcFs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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ByCq2+EEm6IQAAG4IIQCAG0IIAOCGNSEAE4o1ItwMnRAAwA0hBABwQwgBANywJgTgruI1ELgenRAAwA0hBABww+04AK54DURhoxMCALghhAAAbgghAIAb1oQA5Ay2+Ck8dEIAADeEEADADSEEAHDDmhCAnMUWP5MfnRAAwA0hBABww+04AHmDLX4mHzohAIAbQggA4IYQAgC4YU0IQF5ii5/JgU4IAOCGEAIAuCGEAABuWBMCMCmwxU9+ohMCALghhAAAbrgdB2BSYouf/EAnBABwQwgBANwQQgAAN6wJAZj02OInd9EJAQDcEEIAADeEEADADWtCAAoOa0S5g04IAOCGEAIAuCGEAABuWBMCUPB4DYQfOiEAgBtCCADghttxADACr4G4e+iEAABuCCEAgJuMQujKlSt6/fXXVV1drdLSUs2fP1/bt29XKpUKrzEzbdu2TVVVVSotLdXSpUvV29ub9YEDACYBy8Abb7xhM2bMsA8++MD6+vrs3XfftXvvvdfefPPN8Jq2tjYrKyuz9957z3p6emzFihVWWVlpyWRyXN8jCAKTRFEUlZM1kvd4crmCILjlz/yMQmj58uX24osvph175plnbNWqVWZmlkqlLB6PW1tbW3h+aGjIYrGY7d+/f8zPHBoasiAIwkokEu4TR1EUdaMihMZf4wmhjG7HNTQ06MMPP9S5c+ckSZ999plOnDihp556SpLU19en/v5+NTU1hV8TjUbV2NiokydPjvmZra2tisViYc2ZMyeTIQEA8lhGj2hv2rRJQRBo4cKFKioq0tWrV7Vjxw6tXLlSktTf3y9JqqioSPu6iooKnT9/fszP3LJlizZs2BD+ezKZJIgAoEBkFEJHjx7V4cOH9c477+ihhx5Sd3e3WlpaVFVVpTVr1oTXjbUFxo2erY9Go4pGo7cxdAC4+9jiJ7syCqFXX31Vmzdv1nPPPSdJevjhh3X+/Hm1trZqzZo1isfjkq51RJWVleHXDQwMjOqOAADIaE3o0qVLmjIl/UuKiorCR7Srq6sVj8fV0dERnh8eHlZnZ6fq6+uzMFwAwKQy/mfjzNasWWP3339/+Ih2e3u7zZw50zZu3Bhe09bWZrFYzNrb262np8dWrlzJI9oURRVEjeQ9Hu/K+iPayWTSmpubbe7cuVZSUmLz58+31157zS5fvhxek0qlbOvWrRaPxy0ajdqSJUusp6dn3N+DEKIoKl9r1A/YHBiTZ40nhCL/m6ickUwmFYvFvIcBABkb+eO00B9UCIJA5eXlN72GveMAAG54lQMAZMnNHt8e6zzohAAAjgghAIAbQggA4IY1IQCYIGzxc2t0QgAAN4QQAMANt+MA4C65/hYcj29fQycEAHBDCAEA3BBCAAA3rAkBgAO2+LmGTggA4IYQAgC4IYQAAG5YEwKAHFCoa0R0QgAAN4QQAMANIQQAcMOaEADkoEJ5DQSdEADADSEEAHDD7TgAyAOT9TUQdEIAADeEEADADSEEAHDDmhAA5JnJtMUPnRAAwA0hBABwQwgBANywJgQAeS6ft/ihEwIAuCGEAABuuB0HAJNMPm3xQycEAHBDCAEA3BBCAAA3rAkBwCSW61v80AkBANwQQgAAN4QQAMANa0IAUEBybYsfOiEAgBtCCADghttxAFDAvLf4oRMCALghhAAAbgghAIAb1oQAAJJ8tvihEwIAuCGEAABuCCEAgBvWhAAAY7oba0R0QgAAN4QQAMANIQQAcMOaEABgXCbiNRB0QgAAN4QQAMANIQQAuC2RSCQsMwsrCIJxfwYhBABwQwgBANzk3NNxI38jFwCQ+5LJ5Kh/Hs/P85wLocHBQe8hAAAyFIvFRh0bHBwc8/j1IpZjrUcqldLXX38tM9PcuXOVSCRUXl7uPayclUwmNWfOHObpFpin8WGexod5ujkz0+DgoKqqqjRlys1XfXKuE5oyZYpmz54dtnPl5eX8IY8D8zQ+zNP4ME/jwzzd2K06oO/wYAIAwA0hBABwk7MhFI1GtXXrVkWjUe+h5DTmaXyYp/FhnsaHecqenHswAQBQOHK2EwIATH6EEADADSEEAHBDCAEA3BBCAAA3ORtCe/fuVXV1tUpKSlRbW6tPP/3Ue0huWltb9dhjj6msrEyzZs3S008/rbNnz6ZdY2batm2bqqqqVFpaqqVLl6q3t9dpxLmhtbVVkUhELS0t4THm6ZqvvvpKq1at0owZMzRt2jQ9+uij6urqCs8zT9KVK1f0+uuvq7q6WqWlpZo/f762b9+uVCoVXsM8ZYHloCNHjtg999xjBw8etDNnzlhzc7NNnz7dzp8/7z00Fz/+8Y/t0KFD9re//c26u7tt+fLlNnfuXPv3v/8dXtPW1mZlZWX23nvvWU9Pj61YscIqKystmUw6jtzPqVOn7Pvf/7498sgj1tzcHB5nnsz+9a9/2bx58+xnP/uZ/eUvf7G+vj7705/+ZH//+9/Da5gnszfeeMNmzJhhH3zwgfX19dm7775r9957r7355pvhNczTncvJEHr88cdt7dq1accWLlxomzdvdhpRbhkYGDBJ1tnZaWZmqVTK4vG4tbW1hdcMDQ1ZLBaz/fv3ew3TzeDgoC1YsMA6OjqssbExDCHm6ZpNmzZZQ0PDDc8zT9csX77cXnzxxbRjzzzzjK1atcrMmKdsybnbccPDw+rq6lJTU1Pa8aamJp08edJpVLnlu1fn3nfffZKkvr4+9ff3p81ZNBpVY2NjQc7ZunXrtHz5cj355JNpx5mna44dO6a6ujo9++yzmjVrlhYtWqSDBw+G55mnaxoaGvThhx/q3LlzkqTPPvtMJ06c0FNPPSWJecqWnNtF+5tvvtHVq1dVUVGRdryiokL9/f1Oo8odZqYNGzaooaFBNTU1khTOy1hzdv78+bs+Rk9HjhxRV1eX/vrXv446xzxd8+WXX2rfvn3asGGDfvnLX+rUqVN65ZVXFI1GtXr1aubpfzZt2qQgCLRw4UIVFRXp6tWr2rFjh1auXCmJv0/ZknMh9J1IJJL272Y26lghWr9+vT7//HOdOHFi1LlCn7NEIqHm5mYdP35cJSUlN7yu0OcplUqprq5OO3fulCQtWrRIvb292rdvn1avXh1eV+jzdPToUR0+fFjvvPOOHnroIXV3d6ulpUVVVVVas2ZNeF2hz9OdyrnbcTNnzlRRUdGormdgYGDU/3EUmpdfflnHjh3Txx9/rNmzZ4fH4/G4JBX8nHV1dWlgYEC1tbUqLi5WcXGxOjs79dZbb6m4uDici0Kfp8rKSj344INpxx544AFduHBBEn+fvvPqq69q8+bNeu655/Twww/rhRde0C9+8Qu1trZKYp6yJedCaOrUqaqtrVVHR0fa8Y6ODtXX1zuNypeZaf369Wpvb9dHH32k6urqtPPV1dWKx+NpczY8PKzOzs6CmrMnnnhCPT096u7uDquurk7PP/+8uru7NX/+fOZJ0uLFi0c94n/u3DnNmzdPEn+fvnPp0qVRbwUtKioKH9FmnrLE8aGIG/ruEe3f/va3dubMGWtpabHp06fbP/7xD++huXjppZcsFovZJ598YhcvXgzr0qVL4TVtbW0Wi8Wsvb3denp6bOXKlTwqapb2dJwZ82R27fH14uJi27Fjh33xxRf29ttv27Rp0+zw4cPhNcyT2Zo1a+z+++8PH9Fub2+3mTNn2saNG8NrmKc7l5MhZGb261//2ubNm2dTp061H/zgB+HjyIVI0ph16NCh8JpUKmVbt261eDxu0WjUlixZYj09PX6DzhEjQ4h5uub999+3mpoai0ajtnDhQjtw4EDaeebJLJlMWnNzs82dO9dKSkps/vz59tprr9nly5fDa5inO8f7hAAAbnJuTQgAUDgIIQCAG0IIAOCGEAIAuCGEAABuCCEAgBtCCADghhACALghhAAAbgghAIAbQggA4Ob/AGJXAp90HTuDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x2 = np.eye(100)\n",
    "plt.imshow(x2,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 3. 绘制等差数列对应图像](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#q8mJrLJQ8Qs9obuB4EpctU) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[  0   5  10  15  20  25  30  35  40  45  50  55  60  65  70  75  80  85\n",
      "  90  95 100 105 110 115 120 125 130 135 140 145 150 155 160 165 170 175\n",
      " 180 185 190 195 200 205 210 215 220 225 230 235 240 245 250 255]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgMAAAAdCAYAAAA3mG+VAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAA1ElEQVR4nO3cOw7CMBQAwRgluf+NzRGwEGCknamt5/yKlYuMOec8AICsx+4LAAD2EgMAECcGACBODABAnBgAgDgxAABxYgAA4sQAAMSdqwvHGEvrruv6yJrKrPN8/Qru+16a9et73LFn4bn+66wdexZmrXyrx7H2vXrfZr3LyQAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFiAADixAAAxC3/gXDO+c3rAAA2cTIAAHFiAADixAAAxIkBAIgTAwAQJwYAIE4MAECcGACAODEAAHFP5IIKNza7zIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x3 = np.arange(0,256,5)\n",
    "print(x3)\n",
    "\n",
    "plt.imshow([x3],cmap='gray')\n",
    "plt.axis('off')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 4. 绘制两种随机量对应的折线图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#sbEzwddvqqELZExFom79p2) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x4 = np.random.randint(0,51,size=100)\n",
    "\n",
    "x5 = np.random.randn(100)\n",
    "\n",
    "x6 = np.random.rand(100)\n",
    "\n",
    "plt.plot(x5, label='Line 1')\n",
    "plt.plot(x6, label='Line 2')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 5. 绘制随机噪点图](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#biU9r2mwmG77qYsHs1MUeE) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x7 = np.random.randint(0,256,size=(100,100))\n",
    "\n",
    "plt.imshow(x7,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [Numpy数组创建: 6. 给局部狗图添加噪音](https://www.wolai.com/jt9vUU4FMSXHp9h4NdmRm7#gQZCXSkJ2SkxYtC8zuEeom) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import cv2\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "img = cv2.imread('dog.jpg', cv2.IMREAD_GRAYSCALE)\n",
    "\n",
    "img = img[500:1100,100:600]\n",
    "\n",
    "h,w = img.shape\n",
    "\n",
    "noise = np.random.randn(h,w)  *20\n",
    "\n",
    "noise_img = img + noise\n",
    "\n",
    "\n",
    "plt.imshow(noise_img,cmap='gray')\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
